Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 67 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.0 KiB |
| Average record size in memory | 121.9 B |
Variable types
| NUM | 15 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:01:55.552350 |
|---|---|
| Analysis finished | 2020-08-25 00:02:26.171422 |
| Duration | 30.62 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Moorehead00 is highly correlated with Nader00 and 1 other fields | High correlation |
Nader00 is highly correlated with Moorehead00 and 1 other fields | High correlation |
Phillips00 is highly correlated with Harris00 | High correlation |
Harris00 is highly correlated with Phillips00 | High correlation |
Total00 is highly correlated with Bush00 and 5 other fields | High correlation |
Bush00 is highly correlated with Total00 and 4 other fields | High correlation |
Clinton96 is highly correlated with Bush00 and 5 other fields | High correlation |
Dole96 is highly correlated with Bush00 and 5 other fields | High correlation |
Perot96 is highly correlated with Nader00 and 6 other fields | High correlation |
Total96 is highly correlated with Bush00 and 5 other fields | High correlation |
target is highly correlated with Bush00 and 5 other fields | High correlation |
Bush00 has unique values | Unique |
Total00 has unique values | Unique |
Clinton96 has unique values | Unique |
Dole96 has unique values | Unique |
Perot96 has unique values | Unique |
Total96 has unique values | Unique |
target has unique values | Unique |
Hagelin00 has 3 (4.5%) zeros | Zeros |
Harris00 has 14 (20.9%) zeros | Zeros |
McReynolds00 has 13 (19.4%) zeros | Zeros |
Moorehead00 has 3 (4.5%) zeros | Zeros |
Phillips00 has 4 (6.0%) zeros | Zeros |
| Distinct count | 67 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43355.76119402985 |
|---|---|
| Minimum | 1316.0 |
| Maximum | 289456.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 1316 |
|---|---|
| 5-th percentile | 2204.9 |
| Q1 | 4746.5 |
| median | 20196 |
| Q3 | 56541.5 |
| 95-th percentile | 169730.7 |
| Maximum | 289456 |
| Range | 288140 |
| Interquartile range (IQR) | 51795 |
Descriptive statistics
| Standard deviation | 56989.41863 |
|---|---|
| Coefficient of variation (CV) | 1.31446011 |
| Kurtosis | 5.005719698 |
| Mean | 43355.76119 |
| Median Absolute Deviation (MAD) | 17158 |
| Skewness | 2.10679033 |
| Sum | 2904836 |
| Variance | 3247793836 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 75293 | 1 | 1.5% | |
| 16059 | 1 | 1.5% | |
| 152846 | 1 | 1.5% | |
| 4983 | 1 | 1.5% | |
| 9138 | 1 | 1.5% | |
| 36248 | 1 | 1.5% | |
| 35419 | 1 | 1.5% | |
| 28627 | 1 | 1.5% | |
| 73029 | 1 | 1.5% | |
| 4051 | 1 | 1.5% | |
| 2481 | 1 | 1.5% | |
| 39497 | 1 | 1.5% | |
| 4985 | 1 | 1.5% | |
| 2873 | 1 | 1.5% | |
| 60426 | 1 | 1.5% | |
| 176967 | 1 | 1.5% | |
| 90101 | 1 | 1.5% | |
| 30646 | 1 | 1.5% | |
| 20196 | 1 | 1.5% | |
| 41745 | 1 | 1.5% | |
| 289456 | 1 | 1.5% | |
| 12176 | 1 | 1.5% | |
| 2326 | 1 | 1.5% | |
| 1316 | 1 | 1.5% | |
| 115185 | 1 | 1.5% | |
| Other values (42) | 42 | 62.7% |
| Value | Count | Frequency (%) | |
| 1316 | 1 | 1.5% | |
| 1669 | 1 | 1.5% | |
| 1840 | 1 | 1.5% | |
| 2153 | 1 | 1.5% | |
| 2326 | 1 | 1.5% | |
| 2448 | 1 | 1.5% | |
| 2481 | 1 | 1.5% | |
| 2698 | 1 | 1.5% | |
| 2873 | 1 | 1.5% | |
| 3038 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 289456 | 1 | 1.5% | |
| 184312 | 1 | 1.5% | |
| 177279 | 1 | 1.5% | |
| 176967 | 1 | 1.5% | |
| 152846 | 1 | 1.5% | |
| 152082 | 1 | 1.5% | |
| 134476 | 1 | 1.5% | |
| 115185 | 1 | 1.5% | |
| 106141 | 1 | 1.5% | |
| 90101 | 1 | 1.5% |
Buchanan00
Real number (ℝ≥0)
| Distinct count | 59 |
|---|---|
| Unique (%) | 88.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 258.46268656716416 |
|---|---|
| Minimum | 9.0 |
| Maximum | 3407.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 24.6 |
| Q1 | 46.5 |
| median | 114 |
| Q3 | 285.5 |
| 95-th percentile | 747.3 |
| Maximum | 3407 |
| Range | 3398 |
| Interquartile range (IQR) | 239 |
Descriptive statistics
| Standard deviation | 449.3095824 |
|---|---|
| Coefficient of variation (CV) | 1.738392448 |
| Kurtosis | 37.13394966 |
| Mean | 258.4626866 |
| Median Absolute Deviation (MAD) | 85 |
| Skewness | 5.491756879 |
| Sum | 17317 |
| Variance | 201879.1009 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 29 | 4 | 6.0% | |
| 570 | 2 | 3.0% | |
| 305 | 2 | 3.0% | |
| 90 | 2 | 3.0% | |
| 39 | 2 | 3.0% | |
| 108 | 2 | 3.0% | |
| 650 | 1 | 1.5% | |
| 242 | 1 | 1.5% | |
| 22 | 1 | 1.5% | |
| 30 | 1 | 1.5% | |
| 24 | 1 | 1.5% | |
| 71 | 1 | 1.5% | |
| 9 | 1 | 1.5% | |
| 33 | 1 | 1.5% | |
| 83 | 1 | 1.5% | |
| 504 | 1 | 1.5% | |
| 3407 | 1 | 1.5% | |
| 836 | 1 | 1.5% | |
| 36 | 1 | 1.5% | |
| 561 | 1 | 1.5% | |
| 89 | 1 | 1.5% | |
| 122 | 1 | 1.5% | |
| 186 | 1 | 1.5% | |
| 270 | 1 | 1.5% | |
| 182 | 1 | 1.5% | |
| Other values (34) | 34 | 50.7% |
| Value | Count | Frequency (%) | |
| 9 | 1 | 1.5% | |
| 10 | 1 | 1.5% | |
| 22 | 1 | 1.5% | |
| 24 | 1 | 1.5% | |
| 26 | 1 | 1.5% | |
| 27 | 1 | 1.5% | |
| 29 | 4 | 6.0% | |
| 30 | 1 | 1.5% | |
| 33 | 1 | 1.5% | |
| 36 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 3407 | 1 | 1.5% | |
| 1010 | 1 | 1.5% | |
| 836 | 1 | 1.5% | |
| 789 | 1 | 1.5% | |
| 650 | 1 | 1.5% | |
| 570 | 2 | 3.0% | |
| 563 | 1 | 1.5% | |
| 561 | 1 | 1.5% | |
| 538 | 1 | 1.5% | |
| 504 | 1 | 1.5% |
| Distinct count | 65 |
|---|---|
| Unique (%) | 97.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1441.2388059701493 |
|---|---|
| Minimum | 19.0 |
| Maximum | 9986.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 39 |
| Q1 | 95 |
| median | 562 |
| Q3 | 1871 |
| 95-th percentile | 5501.3 |
| Maximum | 9986 |
| Range | 9967 |
| Interquartile range (IQR) | 1776 |
Descriptive statistics
| Standard deviation | 2021.344018 |
|---|---|
| Coefficient of variation (CV) | 1.402504574 |
| Kurtosis | 5.221706505 |
| Mean | 1441.238806 |
| Median Absolute Deviation (MAD) | 509 |
| Skewness | 2.181436328 |
| Sum | 96563 |
| Variance | 4085831.639 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 39 | 2 | 3.0% | |
| 75 | 2 | 3.0% | |
| 3881 | 1 | 1.5% | |
| 76 | 1 | 1.5% | |
| 103 | 1 | 1.5% | |
| 409 | 1 | 1.5% | |
| 91 | 1 | 1.5% | |
| 950 | 1 | 1.5% | |
| 138 | 1 | 1.5% | |
| 26 | 1 | 1.5% | |
| 56 | 1 | 1.5% | |
| 1932 | 1 | 1.5% | |
| 284 | 1 | 1.5% | |
| 19 | 1 | 1.5% | |
| 54 | 1 | 1.5% | |
| 1810 | 1 | 1.5% | |
| 86 | 1 | 1.5% | |
| 97 | 1 | 1.5% | |
| 255 | 1 | 1.5% | |
| 139 | 1 | 1.5% | |
| 85 | 1 | 1.5% | |
| 435 | 1 | 1.5% | |
| 2752 | 1 | 1.5% | |
| 157 | 1 | 1.5% | |
| 258 | 1 | 1.5% | |
| Other values (40) | 40 | 59.7% |
| Value | Count | Frequency (%) | |
| 19 | 1 | 1.5% | |
| 26 | 1 | 1.5% | |
| 29 | 1 | 1.5% | |
| 39 | 2 | 3.0% | |
| 53 | 1 | 1.5% | |
| 54 | 1 | 1.5% | |
| 56 | 1 | 1.5% | |
| 59 | 1 | 1.5% | |
| 75 | 2 | 3.0% | |
| 76 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 9986 | 1 | 1.5% | |
| 7348 | 1 | 1.5% | |
| 7099 | 1 | 1.5% | |
| 5564 | 1 | 1.5% | |
| 5355 | 1 | 1.5% | |
| 4470 | 1 | 1.5% | |
| 4066 | 1 | 1.5% | |
| 3881 | 1 | 1.5% | |
| 3587 | 1 | 1.5% | |
| 3392 | 1 | 1.5% |
Browne00
Real number (ℝ≥0)
| Distinct count | 58 |
|---|---|
| Unique (%) | 86.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 280.7164179104478 |
|---|---|
| Minimum | 4.0 |
| Maximum | 3211.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 23.5 |
| median | 116 |
| Q3 | 321.5 |
| 95-th percentile | 1059 |
| Maximum | 3211 |
| Range | 3207 |
| Interquartile range (IQR) | 298 |
Descriptive statistics
| Standard deviation | 476.3952334 |
|---|---|
| Coefficient of variation (CV) | 1.697069366 |
| Kurtosis | 21.45594947 |
| Mean | 280.7164179 |
| Median Absolute Deviation (MAD) | 98 |
| Skewness | 4.002837184 |
| Sum | 18808 |
| Variance | 226952.4184 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 17 | 3 | 4.5% | |
| 18 | 2 | 3.0% | |
| 53 | 2 | 3.0% | |
| 11 | 2 | 3.0% | |
| 127 | 2 | 3.0% | |
| 21 | 2 | 3.0% | |
| 12 | 2 | 3.0% | |
| 32 | 2 | 3.0% | |
| 3211 | 1 | 1.5% | |
| 297 | 1 | 1.5% | |
| 1104 | 1 | 1.5% | |
| 51 | 1 | 1.5% | |
| 116 | 1 | 1.5% | |
| 52 | 1 | 1.5% | |
| 24 | 1 | 1.5% | |
| 60 | 1 | 1.5% | |
| 23 | 1 | 1.5% | |
| 954 | 1 | 1.5% | |
| 40 | 1 | 1.5% | |
| 759 | 1 | 1.5% | |
| 185 | 1 | 1.5% | |
| 204 | 1 | 1.5% | |
| 194 | 1 | 1.5% | |
| 10 | 1 | 1.5% | |
| 1212 | 1 | 1.5% | |
| Other values (33) | 33 | 49.3% |
| Value | Count | Frequency (%) | |
| 4 | 1 | 1.5% | |
| 6 | 1 | 1.5% | |
| 10 | 1 | 1.5% | |
| 11 | 2 | 3.0% | |
| 12 | 2 | 3.0% | |
| 13 | 1 | 1.5% | |
| 14 | 1 | 1.5% | |
| 17 | 3 | 4.5% | |
| 18 | 2 | 3.0% | |
| 21 | 2 | 3.0% |
| Value | Count | Frequency (%) | |
| 3211 | 1 | 1.5% | |
| 1222 | 1 | 1.5% | |
| 1212 | 1 | 1.5% | |
| 1104 | 1 | 1.5% | |
| 954 | 1 | 1.5% | |
| 892 | 1 | 1.5% | |
| 759 | 1 | 1.5% | |
| 743 | 1 | 1.5% | |
| 658 | 1 | 1.5% | |
| 643 | 1 | 1.5% |
| Distinct count | 38 |
|---|---|
| Unique (%) | 56.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.1044776119403 |
|---|---|
| Minimum | 0.0 |
| Maximum | 444.0 |
| Zeros | 3 |
| Zeros (%) | 4.5% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 13 |
| Q3 | 33.5 |
| 95-th percentile | 138.5 |
| Maximum | 444 |
| Range | 444 |
| Interquartile range (IQR) | 30.5 |
Descriptive statistics
| Standard deviation | 66.16580054 |
|---|---|
| Coefficient of variation (CV) | 1.940091307 |
| Kurtosis | 22.72563967 |
| Mean | 34.10447761 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 4.257118995 |
| Sum | 2285 |
| Variance | 4377.913161 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 7 | 10.4% | |
| 3 | 6 | 9.0% | |
| 4 | 5 | 7.5% | |
| 1 | 5 | 7.5% | |
| 26 | 3 | 4.5% | |
| 0 | 3 | 4.5% | |
| 7 | 3 | 4.5% | |
| 13 | 2 | 3.0% | |
| 11 | 2 | 3.0% | |
| 15 | 2 | 3.0% | |
| 14 | 2 | 3.0% | |
| 119 | 1 | 1.5% | |
| 24 | 1 | 1.5% | |
| 160 | 1 | 1.5% | |
| 20 | 1 | 1.5% | |
| 34 | 1 | 1.5% | |
| 128 | 1 | 1.5% | |
| 39 | 1 | 1.5% | |
| 18 | 1 | 1.5% | |
| 16 | 1 | 1.5% | |
| 215 | 1 | 1.5% | |
| 33 | 1 | 1.5% | |
| 143 | 1 | 1.5% | |
| 38 | 1 | 1.5% | |
| 94 | 1 | 1.5% | |
| Other values (13) | 13 | 19.4% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 4.5% | |
| 1 | 5 | 7.5% | |
| 2 | 7 | 10.4% | |
| 3 | 6 | 9.0% | |
| 4 | 5 | 7.5% | |
| 7 | 3 | 4.5% | |
| 8 | 1 | 1.5% | |
| 11 | 2 | 3.0% | |
| 12 | 1 | 1.5% | |
| 13 | 2 | 3.0% |
| Value | Count | Frequency (%) | |
| 444 | 1 | 1.5% | |
| 215 | 1 | 1.5% | |
| 160 | 1 | 1.5% | |
| 143 | 1 | 1.5% | |
| 128 | 1 | 1.5% | |
| 119 | 1 | 1.5% | |
| 94 | 1 | 1.5% | |
| 82 | 1 | 1.5% | |
| 81 | 1 | 1.5% | |
| 65 | 1 | 1.5% |
| Distinct count | 24 |
|---|---|
| Unique (%) | 35.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 156.28358208955223 |
|---|---|
| Minimum | 0.0 |
| Maximum | 9888.0 |
| Zeros | 14 |
| Zeros (%) | 20.9% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 4 |
| Q3 | 8.5 |
| 95-th percentile | 43.5 |
| Maximum | 9888 |
| Range | 9888 |
| Interquartile range (IQR) | 7.5 |
Descriptive statistics
| Standard deviation | 1207.028693 |
|---|---|
| Coefficient of variation (CV) | 7.7233237 |
| Kurtosis | 66.97761007 |
| Mean | 156.2835821 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 8.183337758 |
| Sum | 10471 |
| Variance | 1456918.267 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 14 | 20.9% | |
| 1 | 10 | 14.9% | |
| 4 | 6 | 9.0% | |
| 2 | 6 | 9.0% | |
| 5 | 4 | 6.0% | |
| 6 | 3 | 4.5% | |
| 3 | 3 | 4.5% | |
| 8 | 2 | 3.0% | |
| 11 | 2 | 3.0% | |
| 13 | 2 | 3.0% | |
| 7 | 2 | 3.0% | |
| 14 | 1 | 1.5% | |
| 10 | 1 | 1.5% | |
| 40 | 1 | 1.5% | |
| 18 | 1 | 1.5% | |
| 49 | 1 | 1.5% | |
| 45 | 1 | 1.5% | |
| 88 | 1 | 1.5% | |
| 9 | 1 | 1.5% | |
| 36 | 1 | 1.5% | |
| 38 | 1 | 1.5% | |
| 35 | 1 | 1.5% | |
| 30 | 1 | 1.5% | |
| 9888 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 0 | 14 | 20.9% | |
| 1 | 10 | 14.9% | |
| 2 | 6 | 9.0% | |
| 3 | 3 | 4.5% | |
| 4 | 6 | 9.0% | |
| 5 | 4 | 6.0% | |
| 6 | 3 | 4.5% | |
| 7 | 2 | 3.0% | |
| 8 | 2 | 3.0% | |
| 9 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 9888 | 1 | 1.5% | |
| 88 | 1 | 1.5% | |
| 49 | 1 | 1.5% | |
| 45 | 1 | 1.5% | |
| 40 | 1 | 1.5% | |
| 38 | 1 | 1.5% | |
| 36 | 1 | 1.5% | |
| 35 | 1 | 1.5% | |
| 30 | 1 | 1.5% | |
| 18 | 1 | 1.5% |
| Distinct count | 20 |
|---|---|
| Unique (%) | 29.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.029850746268657 |
|---|---|
| Minimum | 0.0 |
| Maximum | 658.0 |
| Zeros | 13 |
| Zeros (%) | 19.4% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 33.2 |
| Maximum | 658 |
| Range | 658 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 87.4968346 |
|---|---|
| Coefficient of variation (CV) | 4.597872877 |
| Kurtosis | 45.8706861 |
| Mean | 19.02985075 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 6.604572654 |
| Sum | 1275 |
| Variance | 7655.696065 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 13 | 19.4% | |
| 1 | 12 | 17.9% | |
| 3 | 11 | 16.4% | |
| 2 | 7 | 10.4% | |
| 5 | 5 | 7.5% | |
| 4 | 4 | 6.0% | |
| 7 | 2 | 3.0% | |
| 10 | 1 | 1.5% | |
| 36 | 1 | 1.5% | |
| 11 | 1 | 1.5% | |
| 35 | 1 | 1.5% | |
| 16 | 1 | 1.5% | |
| 27 | 1 | 1.5% | |
| 9 | 1 | 1.5% | |
| 29 | 1 | 1.5% | |
| 6 | 1 | 1.5% | |
| 8 | 1 | 1.5% | |
| 302 | 1 | 1.5% | |
| 14 | 1 | 1.5% | |
| 658 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 19.4% | |
| 1 | 12 | 17.9% | |
| 2 | 7 | 10.4% | |
| 3 | 11 | 16.4% | |
| 4 | 4 | 6.0% | |
| 5 | 5 | 7.5% | |
| 6 | 1 | 1.5% | |
| 7 | 2 | 3.0% | |
| 8 | 1 | 1.5% | |
| 9 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 658 | 1 | 1.5% | |
| 302 | 1 | 1.5% | |
| 36 | 1 | 1.5% | |
| 35 | 1 | 1.5% | |
| 29 | 1 | 1.5% | |
| 27 | 1 | 1.5% | |
| 16 | 1 | 1.5% | |
| 14 | 1 | 1.5% | |
| 11 | 1 | 1.5% | |
| 10 | 1 | 1.5% |
| Distinct count | 40 |
|---|---|
| Unique (%) | 59.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.44776119402985 |
|---|---|
| Minimum | 0.0 |
| Maximum | 167.0 |
| Zeros | 3 |
| Zeros (%) | 4.5% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 12 |
| Q3 | 32 |
| 95-th percentile | 117 |
| Maximum | 167 |
| Range | 167 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 37.4049436 |
|---|---|
| Coefficient of variation (CV) | 1.362768473 |
| Kurtosis | 4.126770533 |
| Mean | 27.44776119 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 2.100731594 |
| Sum | 1839 |
| Variance | 1399.129806 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 6 | 9.0% | |
| 3 | 5 | 7.5% | |
| 12 | 5 | 7.5% | |
| 5 | 4 | 6.0% | |
| 7 | 3 | 4.5% | |
| 0 | 3 | 4.5% | |
| 4 | 3 | 4.5% | |
| 1 | 2 | 3.0% | |
| 20 | 2 | 3.0% | |
| 29 | 2 | 3.0% | |
| 9 | 2 | 3.0% | |
| 59 | 2 | 3.0% | |
| 150 | 1 | 1.5% | |
| 124 | 1 | 1.5% | |
| 28 | 1 | 1.5% | |
| 41 | 1 | 1.5% | |
| 123 | 1 | 1.5% | |
| 76 | 1 | 1.5% | |
| 22 | 1 | 1.5% | |
| 37 | 1 | 1.5% | |
| 18 | 1 | 1.5% | |
| 10 | 1 | 1.5% | |
| 6 | 1 | 1.5% | |
| 14 | 1 | 1.5% | |
| 17 | 1 | 1.5% | |
| Other values (15) | 15 | 22.4% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 4.5% | |
| 1 | 2 | 3.0% | |
| 2 | 6 | 9.0% | |
| 3 | 5 | 7.5% | |
| 4 | 3 | 4.5% | |
| 5 | 4 | 6.0% | |
| 6 | 1 | 1.5% | |
| 7 | 3 | 4.5% | |
| 9 | 2 | 3.0% | |
| 10 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 167 | 1 | 1.5% | |
| 150 | 1 | 1.5% | |
| 124 | 1 | 1.5% | |
| 123 | 1 | 1.5% | |
| 103 | 1 | 1.5% | |
| 96 | 1 | 1.5% | |
| 77 | 1 | 1.5% | |
| 76 | 1 | 1.5% | |
| 70 | 1 | 1.5% | |
| 59 | 2 | 3.0% |
| Distinct count | 36 |
|---|---|
| Unique (%) | 53.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.82089552238806 |
|---|---|
| Minimum | 0.0 |
| Maximum | 2927.0 |
| Zeros | 4 |
| Zeros (%) | 6.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 3 |
| median | 10 |
| Q3 | 20.5 |
| 95-th percentile | 73.4 |
| Maximum | 2927 |
| Range | 2927 |
| Interquartile range (IQR) | 17.5 |
Descriptive statistics
| Standard deviation | 356.4125514 |
|---|---|
| Coefficient of variation (CV) | 5.58457459 |
| Kurtosis | 65.96750071 |
| Mean | 63.82089552 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 8.094042799 |
| Sum | 4276 |
| Variance | 127029.9068 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3 | 8 | 11.9% | |
| 10 | 5 | 7.5% | |
| 2 | 5 | 7.5% | |
| 0 | 4 | 6.0% | |
| 8 | 3 | 4.5% | |
| 1 | 3 | 4.5% | |
| 7 | 3 | 4.5% | |
| 19 | 3 | 4.5% | |
| 6 | 3 | 4.5% | |
| 13 | 2 | 3.0% | |
| 18 | 2 | 3.0% | |
| 9 | 2 | 3.0% | |
| 66 | 1 | 1.5% | |
| 69 | 1 | 1.5% | |
| 57 | 1 | 1.5% | |
| 110 | 1 | 1.5% | |
| 74 | 1 | 1.5% | |
| 72 | 1 | 1.5% | |
| 5 | 1 | 1.5% | |
| 2927 | 1 | 1.5% | |
| 4 | 1 | 1.5% | |
| 21 | 1 | 1.5% | |
| 34 | 1 | 1.5% | |
| 16 | 1 | 1.5% | |
| 22 | 1 | 1.5% | |
| Other values (11) | 11 | 16.4% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 6.0% | |
| 1 | 3 | 4.5% | |
| 2 | 5 | 7.5% | |
| 3 | 8 | 11.9% | |
| 4 | 1 | 1.5% | |
| 5 | 1 | 1.5% | |
| 6 | 3 | 4.5% | |
| 7 | 3 | 4.5% | |
| 8 | 3 | 4.5% | |
| 9 | 2 | 3.0% |
| Value | Count | Frequency (%) | |
| 2927 | 1 | 1.5% | |
| 188 | 1 | 1.5% | |
| 110 | 1 | 1.5% | |
| 74 | 1 | 1.5% | |
| 72 | 1 | 1.5% | |
| 70 | 1 | 1.5% | |
| 69 | 1 | 1.5% | |
| 66 | 1 | 1.5% | |
| 57 | 1 | 1.5% | |
| 46 | 1 | 1.5% |
| Distinct count | 67 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88978.07462686567 |
|---|---|
| Minimum | 2403.0 |
| Maximum | 625269.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 2403 |
|---|---|
| 5-th percentile | 3847.7 |
| Q1 | 8079.5 |
| median | 34941 |
| Q3 | 102873.5 |
| 95-th percentile | 383855.9 |
| Maximum | 625269 |
| Range | 622866 |
| Interquartile range (IQR) | 94794 |
Descriptive statistics
| Standard deviation | 131680.7808 |
|---|---|
| Coefficient of variation (CV) | 1.479923918 |
| Kurtosis | 6.223965466 |
| Mean | 88978.07463 |
| Median Absolute Deviation (MAD) | 29546 |
| Skewness | 2.443332058 |
| Sum | 5961531 |
| Variance | 1.733982804e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 137044 | 1 | 1.5% | |
| 57360 | 1 | 1.5% | |
| 432286 | 1 | 1.5% | |
| 102634 | 1 | 1.5% | |
| 9854 | 1 | 1.5% | |
| 8583 | 1 | 1.5% | |
| 18508 | 1 | 1.5% | |
| 65219 | 1 | 1.5% | |
| 198230 | 1 | 1.5% | |
| 50285 | 1 | 1.5% | |
| 60674 | 1 | 1.5% | |
| 12461 | 1 | 1.5% | |
| 66885 | 1 | 1.5% | |
| 6234 | 1 | 1.5% | |
| 16300 | 1 | 1.5% | |
| 12730 | 1 | 1.5% | |
| 57154 | 1 | 1.5% | |
| 3342 | 1 | 1.5% | |
| 142713 | 1 | 1.5% | |
| 26205 | 1 | 1.5% | |
| 396938 | 1 | 1.5% | |
| 5395 | 1 | 1.5% | |
| 6801 | 1 | 1.5% | |
| 86242 | 1 | 1.5% | |
| 77989 | 1 | 1.5% | |
| Other values (42) | 42 | 62.7% |
| Value | Count | Frequency (%) | |
| 2403 | 1 | 1.5% | |
| 2504 | 1 | 1.5% | |
| 3342 | 1 | 1.5% | |
| 3794 | 1 | 1.5% | |
| 3973 | 1 | 1.5% | |
| 4634 | 1 | 1.5% | |
| 4666 | 1 | 1.5% | |
| 5174 | 1 | 1.5% | |
| 5395 | 1 | 1.5% | |
| 5642 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 625269 | 1 | 1.5% | |
| 573306 | 1 | 1.5% | |
| 432286 | 1 | 1.5% | |
| 396938 | 1 | 1.5% | |
| 353331 | 1 | 1.5% | |
| 279981 | 1 | 1.5% | |
| 264428 | 1 | 1.5% | |
| 218395 | 1 | 1.5% | |
| 198230 | 1 | 1.5% | |
| 184377 | 1 | 1.5% |
| Distinct count | 67 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37939.82089552239 |
|---|---|
| Minimum | 829.0 |
| Maximum | 320736.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 829 |
|---|---|
| 5-th percentile | 1590.3 |
| Q1 | 3136.5 |
| median | 13246 |
| Q3 | 38956 |
| 95-th percentile | 172576.5 |
| Maximum | 320736 |
| Range | 319907 |
| Interquartile range (IQR) | 35819.5 |
Descriptive statistics
| Standard deviation | 66019.19075 |
|---|---|
| Coefficient of variation (CV) | 1.740102857 |
| Kurtosis | 9.585589583 |
| Mean | 37939.8209 |
| Median Absolute Deviation (MAD) | 10936 |
| Skewness | 3.012806777 |
| Sum | 2541968 |
| Variance | 4358533547 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 144223 | 1 | 1.5% | |
| 9405 | 1 | 1.5% | |
| 21870 | 1 | 1.5% | |
| 6691 | 1 | 1.5% | |
| 41835 | 1 | 1.5% | |
| 20851 | 1 | 1.5% | |
| 3583 | 1 | 1.5% | |
| 22042 | 1 | 1.5% | |
| 2791 | 1 | 1.5% | |
| 28520 | 1 | 1.5% | |
| 2095 | 1 | 1.5% | |
| 6665 | 1 | 1.5% | |
| 2273 | 1 | 1.5% | |
| 27121 | 1 | 1.5% | |
| 45051 | 1 | 1.5% | |
| 25750 | 1 | 1.5% | |
| 37768 | 1 | 1.5% | |
| 50058 | 1 | 1.5% | |
| 112258 | 1 | 1.5% | |
| 2992 | 1 | 1.5% | |
| 63648 | 1 | 1.5% | |
| 1388 | 1 | 1.5% | |
| 4824 | 1 | 1.5% | |
| 16434 | 1 | 1.5% | |
| 868 | 1 | 1.5% | |
| Other values (42) | 42 | 62.7% |
| Value | Count | Frequency (%) | |
| 829 | 1 | 1.5% | |
| 868 | 1 | 1.5% | |
| 1388 | 1 | 1.5% | |
| 1530 | 1 | 1.5% | |
| 1731 | 1 | 1.5% | |
| 1734 | 1 | 1.5% | |
| 1794 | 1 | 1.5% | |
| 1985 | 1 | 1.5% | |
| 2095 | 1 | 1.5% | |
| 2273 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 320736 | 1 | 1.5% | |
| 317378 | 1 | 1.5% | |
| 230621 | 1 | 1.5% | |
| 184728 | 1 | 1.5% | |
| 144223 | 1 | 1.5% | |
| 112258 | 1 | 1.5% | |
| 105513 | 1 | 1.5% | |
| 80416 | 1 | 1.5% | |
| 78905 | 1 | 1.5% | |
| 66735 | 1 | 1.5% |
| Distinct count | 67 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33482.44776119403 |
|---|---|
| Minimum | 913.0 |
| Maximum | 209634.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 913 |
|---|---|
| 5-th percentile | 1434 |
| Q1 | 3343.5 |
| median | 15608 |
| Q3 | 41993.5 |
| 95-th percentile | 135763.3 |
| Maximum | 209634 |
| Range | 208721 |
| Interquartile range (IQR) | 38650 |
Descriptive statistics
| Standard deviation | 44743.05879 |
|---|---|
| Coefficient of variation (CV) | 1.336313854 |
| Kurtosis | 3.759338354 |
| Mean | 33482.44776 |
| Median Absolute Deviation (MAD) | 13284 |
| Skewness | 1.970189826 |
| Sum | 2243324 |
| Variance | 2001941310 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 106026 | 1 | 1.5% | |
| 35089 | 1 | 1.5% | |
| 44059 | 1 | 1.5% | |
| 59778 | 1 | 1.5% | |
| 3415 | 1 | 1.5% | |
| 28516 | 1 | 1.5% | |
| 3813 | 1 | 1.5% | |
| 22709 | 1 | 1.5% | |
| 42590 | 1 | 1.5% | |
| 1636 | 1 | 1.5% | |
| 3188 | 1 | 1.5% | |
| 33914 | 1 | 1.5% | |
| 5960 | 1 | 1.5% | |
| 4299 | 1 | 1.5% | |
| 9781 | 1 | 1.5% | |
| 126857 | 1 | 1.5% | |
| 133762 | 1 | 1.5% | |
| 26244 | 1 | 1.5% | |
| 913 | 1 | 1.5% | |
| 87980 | 1 | 1.5% | |
| 1166 | 1 | 1.5% | |
| 3248 | 1 | 1.5% | |
| 15608 | 1 | 1.5% | |
| 20114 | 1 | 1.5% | |
| 209634 | 1 | 1.5% | |
| Other values (42) | 42 | 62.7% |
| Value | Count | Frequency (%) | |
| 913 | 1 | 1.5% | |
| 1166 | 1 | 1.5% | |
| 1361 | 1 | 1.5% | |
| 1398 | 1 | 1.5% | |
| 1518 | 1 | 1.5% | |
| 1563 | 1 | 1.5% | |
| 1636 | 1 | 1.5% | |
| 1717 | 1 | 1.5% | |
| 1851 | 1 | 1.5% | |
| 1939 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 209634 | 1 | 1.5% | |
| 152125 | 1 | 1.5% | |
| 142834 | 1 | 1.5% | |
| 136621 | 1 | 1.5% | |
| 133762 | 1 | 1.5% | |
| 126857 | 1 | 1.5% | |
| 106026 | 1 | 1.5% | |
| 87980 | 1 | 1.5% | |
| 80882 | 1 | 1.5% | |
| 69198 | 1 | 1.5% |
| Distinct count | 67 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7220.537313432836 |
|---|---|
| Minimum | 316.0 |
| Maximum | 38964.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 316 |
|---|---|
| 5-th percentile | 411.7 |
| Q1 | 1072.5 |
| median | 3739 |
| Q3 | 8700 |
| 95-th percentile | 25220.5 |
| Maximum | 38964 |
| Range | 38648 |
| Interquartile range (IQR) | 7627.5 |
Descriptive statistics
| Standard deviation | 8972.961339 |
|---|---|
| Coefficient of variation (CV) | 1.242699947 |
| Kurtosis | 3.307798453 |
| Mean | 7220.537313 |
| Median Absolute Deviation (MAD) | 2933 |
| Skewness | 1.88501286 |
| Sum | 483776 |
| Variance | 80514035.19 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 17319 | 1 | 1.5% | |
| 7272 | 1 | 1.5% | |
| 1140 | 1 | 1.5% | |
| 1874 | 1 | 1.5% | |
| 3272 | 1 | 1.5% | |
| 1666 | 1 | 1.5% | |
| 5432 | 1 | 1.5% | |
| 8587 | 1 | 1.5% | |
| 578 | 1 | 1.5% | |
| 376 | 1 | 1.5% | |
| 1774 | 1 | 1.5% | |
| 6672 | 1 | 1.5% | |
| 316 | 1 | 1.5% | |
| 393 | 1 | 1.5% | |
| 1602 | 1 | 1.5% | |
| 1208 | 1 | 1.5% | |
| 851 | 1 | 1.5% | |
| 25249 | 1 | 1.5% | |
| 406 | 1 | 1.5% | |
| 1054 | 1 | 1.5% | |
| 521 | 1 | 1.5% | |
| 841 | 1 | 1.5% | |
| 938 | 1 | 1.5% | |
| 24722 | 1 | 1.5% | |
| 878 | 1 | 1.5% | |
| Other values (42) | 42 | 62.7% |
| Value | Count | Frequency (%) | |
| 316 | 1 | 1.5% | |
| 376 | 1 | 1.5% | |
| 393 | 1 | 1.5% | |
| 406 | 1 | 1.5% | |
| 425 | 1 | 1.5% | |
| 521 | 1 | 1.5% | |
| 578 | 1 | 1.5% | |
| 630 | 1 | 1.5% | |
| 652 | 1 | 1.5% | |
| 667 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 38964 | 1 | 1.5% | |
| 36990 | 1 | 1.5% | |
| 30739 | 1 | 1.5% | |
| 25249 | 1 | 1.5% | |
| 25154 | 1 | 1.5% | |
| 24722 | 1 | 1.5% | |
| 18389 | 1 | 1.5% | |
| 18191 | 1 | 1.5% | |
| 18011 | 1 | 1.5% | |
| 17319 | 1 | 1.5% |
| Distinct count | 67 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79129.13432835821 |
|---|---|
| Minimum | 2164.0 |
| Maximum | 553491.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 2164 |
|---|---|
| 5-th percentile | 3524.4 |
| Q1 | 7672 |
| median | 33699 |
| Q3 | 90915.5 |
| 95-th percentile | 355809.6 |
| Maximum | 553491 |
| Range | 551327 |
| Interquartile range (IQR) | 83243.5 |
Descriptive statistics
| Standard deviation | 117817.1154 |
|---|---|
| Coefficient of variation (CV) | 1.488922082 |
| Kurtosis | 6.07066566 |
| Mean | 79129.13433 |
| Median Absolute Deviation (MAD) | 28891 |
| Skewness | 2.438399588 |
| Sum | 5301652 |
| Variance | 1.388087268e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 21159 | 1 | 1.5% | |
| 62963 | 1 | 1.5% | |
| 54646 | 1 | 1.5% | |
| 107687 | 1 | 1.5% | |
| 376218 | 1 | 1.5% | |
| 6801 | 1 | 1.5% | |
| 16326 | 1 | 1.5% | |
| 47035 | 1 | 1.5% | |
| 73911 | 1 | 1.5% | |
| 63014 | 1 | 1.5% | |
| 91685 | 1 | 1.5% | |
| 43963 | 1 | 1.5% | |
| 3431 | 1 | 1.5% | |
| 505105 | 1 | 1.5% | |
| 5986 | 1 | 1.5% | |
| 74484 | 1 | 1.5% | |
| 7165 | 1 | 1.5% | |
| 195055 | 1 | 1.5% | |
| 553491 | 1 | 1.5% | |
| 46484 | 1 | 1.5% | |
| 4569 | 1 | 1.5% | |
| 49585 | 1 | 1.5% | |
| 20075 | 1 | 1.5% | |
| 165923 | 1 | 1.5% | |
| 11065 | 1 | 1.5% | |
| Other values (42) | 42 | 62.7% |
| Value | Count | Frequency (%) | |
| 2164 | 1 | 1.5% | |
| 2322 | 1 | 1.5% | |
| 3431 | 1 | 1.5% | |
| 3462 | 1 | 1.5% | |
| 3670 | 1 | 1.5% | |
| 3795 | 1 | 1.5% | |
| 4158 | 1 | 1.5% | |
| 4569 | 1 | 1.5% | |
| 4795 | 1 | 1.5% | |
| 4808 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 553491 | 1 | 1.5% | |
| 505105 | 1 | 1.5% | |
| 397231 | 1 | 1.5% | |
| 376218 | 1 | 1.5% | |
| 308190 | 1 | 1.5% | |
| 253943 | 1 | 1.5% | |
| 231061 | 1 | 1.5% | |
| 195055 | 1 | 1.5% | |
| 165923 | 1 | 1.5% | |
| 160118 | 1 | 1.5% |
| Distinct count | 67 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43341.20895522388 |
|---|---|
| Minimum | 788.0 |
| Maximum | 386518.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 664.0 B |
Quantile statistics
| Minimum | 788 |
|---|---|
| 5-th percentile | 1509.4 |
| Q1 | 3055 |
| median | 14152 |
| Q3 | 45974 |
| 95-th percentile | 189736.3 |
| Maximum | 386518 |
| Range | 385730 |
| Interquartile range (IQR) | 42919 |
Descriptive statistics
| Standard deviation | 74833.26272 |
|---|---|
| Coefficient of variation (CV) | 1.726607645 |
| Kurtosis | 9.624875457 |
| Mean | 43341.20896 |
| Median Absolute Deviation (MAD) | 12110 |
| Skewness | 2.992302 |
| Sum | 2903861 |
| Variance | 5600017210 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 328702 | 1 | 1.5% | |
| 19482 | 1 | 1.5% | |
| 97318 | 1 | 1.5% | |
| 386518 | 1 | 1.5% | |
| 3835 | 1 | 1.5% | |
| 28177 | 1 | 1.5% | |
| 9565 | 1 | 1.5% | |
| 199660 | 1 | 1.5% | |
| 12795 | 1 | 1.5% | |
| 3239 | 1 | 1.5% | |
| 268945 | 1 | 1.5% | |
| 107680 | 1 | 1.5% | |
| 29641 | 1 | 1.5% | |
| 41559 | 1 | 1.5% | |
| 73560 | 1 | 1.5% | |
| 25501 | 1 | 1.5% | |
| 32644 | 1 | 1.5% | |
| 49169 | 1 | 1.5% | |
| 61425 | 1 | 1.5% | |
| 2796 | 1 | 1.5% | |
| 1399 | 1 | 1.5% | |
| 4084 | 1 | 1.5% | |
| 6952 | 1 | 1.5% | |
| 1011 | 1 | 1.5% | |
| 3038 | 1 | 1.5% | |
| Other values (42) | 42 | 62.7% |
| Value | Count | Frequency (%) | |
| 788 | 1 | 1.5% | |
| 1011 | 1 | 1.5% | |
| 1399 | 1 | 1.5% | |
| 1420 | 1 | 1.5% | |
| 1718 | 1 | 1.5% | |
| 1825 | 1 | 1.5% | |
| 1910 | 1 | 1.5% | |
| 2042 | 1 | 1.5% | |
| 2154 | 1 | 1.5% | |
| 2155 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 386518 | 1 | 1.5% | |
| 328702 | 1 | 1.5% | |
| 268945 | 1 | 1.5% | |
| 199660 | 1 | 1.5% | |
| 166581 | 1 | 1.5% | |
| 140115 | 1 | 1.5% | |
| 107680 | 1 | 1.5% | |
| 97318 | 1 | 1.5% | |
| 97063 | 1 | 1.5% | |
| 74977 | 1 | 1.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Bush00 | Buchanan00 | Nader00 | Browne00 | Hagelin00 | Harris00 | McReynolds00 | Moorehead00 | Phillips00 | Total00 | Clinton96 | Dole96 | Perot96 | Total96 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 34062.0 | 262.0 | 3215.0 | 658.0 | 42.0 | 4.0 | 658.0 | 21.0 | 20.0 | 86242.0 | 40144.0 | 25303.0 | 8072.0 | 74484.0 | 47300.0 |
| 1 | 5610.0 | 73.0 | 53.0 | 17.0 | 3.0 | 0.0 | 0.0 | 3.0 | 3.0 | 8154.0 | 2273.0 | 3684.0 | 667.0 | 6634.0 | 2392.0 |
| 2 | 38637.0 | 248.0 | 828.0 | 171.0 | 18.0 | 5.0 | 3.0 | 37.0 | 18.0 | 58815.0 | 17020.0 | 28290.0 | 5922.0 | 51566.0 | 18850.0 |
| 3 | 5413.0 | 65.0 | 84.0 | 28.0 | 2.0 | 0.0 | 0.0 | 3.0 | 2.0 | 8669.0 | 3356.0 | 4038.0 | 819.0 | 8247.0 | 3072.0 |
| 4 | 115185.0 | 570.0 | 4470.0 | 643.0 | 39.0 | 11.0 | 11.0 | 76.0 | 72.0 | 218395.0 | 80416.0 | 87980.0 | 25249.0 | 195055.0 | 97318.0 |
| 5 | 177279.0 | 789.0 | 7099.0 | 1212.0 | 128.0 | 49.0 | 35.0 | 123.0 | 74.0 | 573306.0 | 320736.0 | 142834.0 | 38964.0 | 505105.0 | 386518.0 |
| 6 | 2873.0 | 90.0 | 39.0 | 10.0 | 1.0 | 0.0 | 1.0 | 3.0 | 2.0 | 5174.0 | 1794.0 | 1717.0 | 630.0 | 4158.0 | 2155.0 |
| 7 | 35419.0 | 182.0 | 1461.0 | 127.0 | 15.0 | 6.0 | 3.0 | 12.0 | 19.0 | 66885.0 | 27121.0 | 27836.0 | 7783.0 | 63014.0 | 29641.0 |
| 8 | 29744.0 | 270.0 | 1378.0 | 194.0 | 16.0 | 5.0 | 0.0 | 28.0 | 18.0 | 57154.0 | 22042.0 | 20114.0 | 7244.0 | 49585.0 | 25501.0 |
| 9 | 41745.0 | 186.0 | 562.0 | 204.0 | 14.0 | 1.0 | 3.0 | 9.0 | 6.0 | 57360.0 | 13246.0 | 30332.0 | 3281.0 | 47035.0 | 14630.0 |
Last rows
| Bush00 | Buchanan00 | Nader00 | Browne00 | Hagelin00 | Harris00 | McReynolds00 | Moorehead00 | Phillips00 | Total00 | Clinton96 | Dole96 | Perot96 | Total96 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 57 | 83100.0 | 305.0 | 4066.0 | 431.0 | 94.0 | 11.0 | 5.0 | 59.0 | 15.0 | 160940.0 | 16713.0 | 27311.0 | 4205.0 | 48539.0 | 72854.0 |
| 58 | 75293.0 | 194.0 | 1940.0 | 551.0 | 38.0 | 38.0 | 5.0 | 70.0 | 27.0 | 137044.0 | 36168.0 | 28892.0 | 8482.0 | 73897.0 | 58888.0 |
| 59 | 12126.0 | 114.0 | 307.0 | 53.0 | 2.0 | 2.0 | 0.0 | 17.0 | 3.0 | 22258.0 | 7014.0 | 5960.0 | 2375.0 | 15397.0 | 9634.0 |
| 60 | 8014.0 | 108.0 | 182.0 | 53.0 | 4.0 | 2.0 | 0.0 | 5.0 | 9.0 | 12461.0 | 4479.0 | 5742.0 | 1874.0 | 12144.0 | 4084.0 |
| 61 | 4051.0 | 27.0 | 59.0 | 4.0 | 3.0 | 0.0 | 1.0 | 1.0 | 8.0 | 6801.0 | 3583.0 | 3188.0 | 1140.0 | 7997.0 | 2647.0 |
| 62 | 2326.0 | 26.0 | 29.0 | 13.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 3794.0 | 1388.0 | 1636.0 | 425.0 | 3462.0 | 1399.0 |
| 63 | 82214.0 | 396.0 | 2436.0 | 3211.0 | 33.0 | 9888.0 | 3.0 | 59.0 | 2927.0 | 198230.0 | 78905.0 | 63067.0 | 17319.0 | 160118.0 | 97063.0 |
| 64 | 4511.0 | 46.0 | 149.0 | 30.0 | 3.0 | 2.0 | 1.0 | 6.0 | 0.0 | 8583.0 | 3054.0 | 2931.0 | 1091.0 | 7165.0 | 3835.0 |
| 65 | 12176.0 | 120.0 | 265.0 | 68.0 | 11.0 | 3.0 | 2.0 | 18.0 | 7.0 | 18307.0 | 5341.0 | 7706.0 | 2342.0 | 15514.0 | 5637.0 |
| 66 | 4983.0 | 88.0 | 93.0 | 32.0 | 20.0 | 0.0 | 0.0 | 5.0 | 9.0 | 8026.0 | 2992.0 | 3522.0 | 1287.0 | 7859.0 | 2796.0 |